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ResearchFormerly WizWand

Univariate Long Sequence Time-Series Forecasting on ETTh2 (test)

0.093MSEInformer
-0.045440.889031.82352.75797Dec 14, 2020
Updated 8mo ago

Evaluation results

MethodLinks
InformerPrediction Length=242020.120.0930.24
DeepARPrediction Length=242020.120.0980.263
Informer†Prediction Length=242020.120.0990.241
LogTransPrediction Length=242020.120.1020.255
InformerPrediction Length=482020.120.1550.314
LSTMaPrediction Length=242020.120.1550.307
Informer†Prediction Length=482020.120.1590.317
DeepARPrediction Length=482020.120.1630.341
LogTransPrediction Length=482020.120.1690.348
LSTMaPrediction Length=482020.120.190.348
ProphetPrediction Length=242020.120.1990.381
InformerPrediction Length=1682020.120.2320.389
Informer†Prediction Length=1682020.120.2350.39
LogTransPrediction Length=1682020.120.2460.422
DeepARPrediction Length=1682020.120.2550.414
Informer†Prediction Length=3362020.120.2580.423
InformerPrediction Length=3362020.120.2630.417
ReformerPrediction Length=242020.120.2630.437
LogTransPrediction Length=3362020.120.2670.437
InformerPrediction Length=7202020.120.2770.431
Informer†Prediction Length=7202020.120.2850.442
LogTransPrediction Length=7202020.120.3030.493
ProphetPrediction Length=482020.120.3040.462
LSTMaPrediction Length=1682020.120.3850.514
DeepARPrediction Length=7202020.120.4290.58
ReformerPrediction Length=482020.120.4580.545
LSTMaPrediction Length=3362020.120.5580.606
DeepARPrediction Length=3362020.120.6040.607
LSTMaPrediction Length=7202020.120.640.681
ReformerPrediction Length=1682020.121.0290.879
ReformerPrediction Length=3362020.121.6681.228
ReformerPrediction Length=7202020.122.031.721
ProphetPrediction Length=3362020.122.0962.543
ProphetPrediction Length=1682020.122.1451.068
ARIMAPrediction Length=3362020.122.7530.738
ARIMAPrediction Length=1682020.122.80.595
ARIMAPrediction Length=7202020.122.8781.044
ARIMAPrediction Length=482020.123.190.474
ProphetPrediction Length=7202020.123.3554.664
ARIMAPrediction Length=242020.123.5540.445